Intelligent Decision Support System (IISS) for Bank Loans Risk Classification (BLRC), based on the way of integration Artificial Neural Network (ANN) and Expert System (ES), is proposed. According to the feature of BL...Intelligent Decision Support System (IISS) for Bank Loans Risk Classification (BLRC), based on the way of integration Artificial Neural Network (ANN) and Expert System (ES), is proposed. According to the feature of BLRC, the key financial and non-financial factors are analyzed. Meanwhile, ES and Model Base (MB) which contain ANN are designed . The general framework,interaction and integration of the system are given. In addition, how the system realizes BLRC is elucidated in detail.展开更多
BACKGROUND The artificial liver support system(ALSS)is an effective treatment method for liver failure,but it requires deep venous intubation and long-term indwelling catheterization.However,the coagulation mechanism ...BACKGROUND The artificial liver support system(ALSS)is an effective treatment method for liver failure,but it requires deep venous intubation and long-term indwelling catheterization.However,the coagulation mechanism disorder of basic liver failure diseases,and deep venous thrombosis(DVT)often occur.AIM To evaluate the risk factors for DVT following use of an ALSS and establish a risk assessment score.METHODS This study was divided into three stages.In the first stage,the risk factors for DVT were screened and the patient data were collected,including ALSS treatment information;biochemical indices;coagulation and hematology indices;complications;procoagulant use therapy status;and a total of 24 indicators.In the second stage,a risk assessment score for DVT after ALSS treatment was developed.In the third stage,the DVT risk assessment score was validated.RESULTS A total of 232 patients with liver failure treated with ALSS were enrolled in the first stage,including 12 with lower limb DVT.Logistic regression analysis showed that age[odds ratio(OR),1.734;P=0.01],successful catheterization time(OR,1.667;P=0.005),activity status(strict bed rest)(OR,3.049;P=0.005),and D-dimer level(≥500 ng/mL)(OR,5.532;P<0.001)were independent risk factors for DVT.We then established a scoring system for risk factors.In the validation group,a total of 213 patients with liver failure were treated with ALSS,including 14 with lower limb DVT.When the cutoff value of risk assessment was 3,the specificity and sensitivity of the risk assessment score were 88.9%and 85.7%,respectively.CONCLUSION A simple risk assessment scoring system was established for DVT patients with liver failure treated with ALSS and was verified to have good sensitivity and specificity.展开更多
Objective To investigate the prevalence of nutritional risk, undernutrition, overweight/obesity, and the application of nutritional support among geriatrics so as to provide evidence for whether elderly inpatients wit...Objective To investigate the prevalence of nutritional risk, undernutrition, overweight/obesity, and the application of nutritional support among geriatrics so as to provide evidence for whether elderly inpatients with undernutrition and nutritional risk should receive timely nutritional support. Methods A total of 445 elderly inpatients in the Department of Geriatrics of Peking University People’s Hospital were consecutively enrolled from July 2010 to June 2011. The Nutritional Risk Screening 2002 (NRS 2002) questionnaire was used on the second day after admission. The application of nutritional support was investigated on the 14th day or the discharge day. The relationship between the nutritional risk and nutritional support was analyzed. A NRS 2002 score ≥ 3 was defined as nutritional risk. A body mass index (BMI)< 18.5 kg/m2 was defined as malnutrition, 24.0 kg/m2 ≤ BMI < 28.0 kg/m2 as overweight, and a BMI ≥ 28.0 kg/m2 as obese. Results A total of 445 patients were enrolled and 423 patients (95.1%) completed the NRS 2002. The prevalence of undernutrition and nutritional risk was 4.7% and 13.2%, respectively. Among 230 patients who were overweight/obese, the prevalence of nutritional risk was 6.1%. In total, 15 of the 56 patients (26.8%) with NRS 2002 scores ≥ 3 received nutritional support, and 14 patients (3.8%) with NRS 2002 scores < 3 also received nutritional support. The average PN: EN ratio was 1.6:1. Conclusion A certain proportion of elderly inpatients in the department of geriatrics were experiencing undernutrition or were at nutritional risk. The prevalence of nutritional risk did not increase significantly with age. The current application of nutritional therapy is inappropriate. Evidence-based guidelines are required to improve this situation. The NRS 2002 may not applicable for overweight/obese elderly inpatients.展开更多
基金the National Natural Science Fund of China(Approved No.79779986)
文摘Intelligent Decision Support System (IISS) for Bank Loans Risk Classification (BLRC), based on the way of integration Artificial Neural Network (ANN) and Expert System (ES), is proposed. According to the feature of BLRC, the key financial and non-financial factors are analyzed. Meanwhile, ES and Model Base (MB) which contain ANN are designed . The general framework,interaction and integration of the system are given. In addition, how the system realizes BLRC is elucidated in detail.
基金Supported by China Public Health Alliance,No.GWLM202031.
文摘BACKGROUND The artificial liver support system(ALSS)is an effective treatment method for liver failure,but it requires deep venous intubation and long-term indwelling catheterization.However,the coagulation mechanism disorder of basic liver failure diseases,and deep venous thrombosis(DVT)often occur.AIM To evaluate the risk factors for DVT following use of an ALSS and establish a risk assessment score.METHODS This study was divided into three stages.In the first stage,the risk factors for DVT were screened and the patient data were collected,including ALSS treatment information;biochemical indices;coagulation and hematology indices;complications;procoagulant use therapy status;and a total of 24 indicators.In the second stage,a risk assessment score for DVT after ALSS treatment was developed.In the third stage,the DVT risk assessment score was validated.RESULTS A total of 232 patients with liver failure treated with ALSS were enrolled in the first stage,including 12 with lower limb DVT.Logistic regression analysis showed that age[odds ratio(OR),1.734;P=0.01],successful catheterization time(OR,1.667;P=0.005),activity status(strict bed rest)(OR,3.049;P=0.005),and D-dimer level(≥500 ng/mL)(OR,5.532;P<0.001)were independent risk factors for DVT.We then established a scoring system for risk factors.In the validation group,a total of 213 patients with liver failure were treated with ALSS,including 14 with lower limb DVT.When the cutoff value of risk assessment was 3,the specificity and sensitivity of the risk assessment score were 88.9%and 85.7%,respectively.CONCLUSION A simple risk assessment scoring system was established for DVT patients with liver failure treated with ALSS and was verified to have good sensitivity and specificity.
文摘Objective To investigate the prevalence of nutritional risk, undernutrition, overweight/obesity, and the application of nutritional support among geriatrics so as to provide evidence for whether elderly inpatients with undernutrition and nutritional risk should receive timely nutritional support. Methods A total of 445 elderly inpatients in the Department of Geriatrics of Peking University People’s Hospital were consecutively enrolled from July 2010 to June 2011. The Nutritional Risk Screening 2002 (NRS 2002) questionnaire was used on the second day after admission. The application of nutritional support was investigated on the 14th day or the discharge day. The relationship between the nutritional risk and nutritional support was analyzed. A NRS 2002 score ≥ 3 was defined as nutritional risk. A body mass index (BMI)< 18.5 kg/m2 was defined as malnutrition, 24.0 kg/m2 ≤ BMI < 28.0 kg/m2 as overweight, and a BMI ≥ 28.0 kg/m2 as obese. Results A total of 445 patients were enrolled and 423 patients (95.1%) completed the NRS 2002. The prevalence of undernutrition and nutritional risk was 4.7% and 13.2%, respectively. Among 230 patients who were overweight/obese, the prevalence of nutritional risk was 6.1%. In total, 15 of the 56 patients (26.8%) with NRS 2002 scores ≥ 3 received nutritional support, and 14 patients (3.8%) with NRS 2002 scores < 3 also received nutritional support. The average PN: EN ratio was 1.6:1. Conclusion A certain proportion of elderly inpatients in the department of geriatrics were experiencing undernutrition or were at nutritional risk. The prevalence of nutritional risk did not increase significantly with age. The current application of nutritional therapy is inappropriate. Evidence-based guidelines are required to improve this situation. The NRS 2002 may not applicable for overweight/obese elderly inpatients.
